Pre-registration
Argentina's 2017 Macri-government labour-reform package (Vaca Muerta sector-specific reform, broader labour-cost reduction proposal partially blocked) failed to deliver a measurable formal-employment gain by 2019: synthetic-DiD gap on formal-employment share is statistically indistinguishable from zero against a Latin-American donor pool, falsifying the strong-pro-employment claim.
Falsification criterion — what would disprove this
This hypothesis is considered falsified if:
SUPPORTED (null/heterodox-favourable) if synth-DiD gap on Argentine formal-employment share is statistically indistinguishable from zero at p<0.10 by 2019. REFUTED if a positive formal-employment gap > +1.0 pp emerges at p<0.10 (pro-reform claim wins). PARTIAL if formal- employment gap is positive but < +0.5 pp.
formal test & threshold
test: Synth-DiD on Argentine formal-employment share 2017-2019 vs LATAM donor pool, placebo permutation at p<0.10.
Method
- Template
synth_did- Fixed effects
country, year- Clustering
country- Sample
- 7 countries · 2010 – 2019
- Evidence type
- associational
Data
| Variable | Source | Transform |
|---|---|---|
formal_employment_share outcome | world_bank_wdi:SL.EMP.TOTL.SP.ZStier 2 | level |
unemployment_rate outcome | world_bank_wdi:SL.UEM.TOTL.ZStier 2 | level |
real_wage_index outcome | oecd:DSD_EARNtier 2 | log |
argentina_macri_2017_reform treatment | constructed:indicator for 2017-Q4 Vaca Muerta + partial labour packagetier 5 | indicator |
gdp_per_capita_real control | world_bank_wdi:NY.GDP.PCAP.KDtier 2 | log |
terms_of_trade_index control | world_bank_wdi:TT.PRI.MRCH.XD.WDtier 2 | level |
real_effective_exchange_rate control | bis:reer_broad_arstier 2 | log |
● ready · ● pending · ● reconstruct-needed
Detailed result card
Result card — labour_reform_argentina_macri_2017_blue_collar_employment
Verdict: PARTIAL — mean_gap=+2.642, |gap|/pre_sd=7.3, p_perm=0.714; claim direction ambiguous
Pre-registration
- Claim: Argentina's 2017 Macri-government labour-reform package (Vaca Muerta sector-specific reform, broader labour-cost reduction proposal partially blocked) failed to deliver a measurable formal-employment gain by 2019: synthetic-DiD gap on formal-employment share is statistically indistinguishable from zero against a Latin-American donor pool, falsifying the strong-pro-employment claim.
- Falsification rule: SUPPORTED (null/heterodox-favourable) if synth-DiD gap on Argentine formal-employment share is statistically indistinguishable from zero at p<0.10 by 2019. REFUTED if a positive formal-employment gap > +1.0 pp emerges at p<0.10 (pro-reform claim wins). PARTIAL if formal- employment gap is positive but < +0.5 pp.
Synthetic-control estimate
- shape: synth_did
- treated_country: ARG
- event_year: 2017
- n_donors: 6
- donor_weights (top): {'URY': 0.5182, 'MEX': 0.295, 'PER': 0.1293, 'BRA': 0.0575, 'CHL': 0.0}
- pre_rmse: 1.5638848155687874
- pre_period_sd: 0.35955455245411116
- mean_post_gap: 2.6418929644638123
- end_period_gap: 3.115126596041791
- post_period_years: [2017, 2019]
- placebo_p_value: 0.7142857142857143
- n_placebos: 6
- method: synthetic-control via NNLS, permutation inference
Variables resolved
world_bank_wdi:SL.UEM.TOTL.ZS→ unemployment_rate (outcome, n=8106)world_bank_wdi:NY.GDP.PCAP.KD→ gdp_per_capita_real (controls, n=14131)
Generated by scripts/run_synth_did.py at 2026-04-30T10:15:30+00:00
Strongest opposing argument
Every hypothesis ships with its charitable opposing argument. The framework earns credibility by handling objections at their strongest, not weakest.
Notes
Treatment dated 2017-Q4 (Vaca Muerta hydrocarbons reform enacted; broader package introduced but stalled in Congress). Sample window stops 2019 to exclude COVID. The hypothesis is structured to favour the heterodox null — Macri-era reforms are widely viewed as not having produced labour- market gains under the simultaneous IMF-program austerity.